Details

Time bar (total: 46.8s)

sample180.0ms

Algorithm
intervals
Results
104.0ms256×body80valid

simplify635.0ms

Counts
1 → 1
Iterations
IterNodes
done177
7177
6168
5143
4100
359
234
117
09

prune7.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 30.4b

localize27.0ms

Local error

Found 3 expressions with local error:

0.0b
(+ (* x x) (* (* y 4.0) y))
2.0b
(- (* x x) (* (* y 4.0) y))
29.8b
(/ (- (* x x) (* (* y 4.0) y)) (+ (* x x) (* (* y 4.0) y)))

rewrite151.0ms

Algorithm
rewrite-expression-head
Rules
11×add-sqr-sqrt add-cube-cbrt *-un-lft-identity
times-frac
add-log-exp
add-exp-log add-cbrt-cube
pow1 associate-/r* associate-/l*
flip3-- flip3-+ associate-/r/ flip-- flip-+ associate-/l/
cbrt-undiv +-commutative sub-neg frac-2neg diff-log div-sub div-exp clear-num sum-log div-inv
Counts
3 → 55
Calls
3 calls:
19.0ms
(+ (* x x) (* (* y 4.0) y))
17.0ms
(- (* x x) (* (* y 4.0) y))
112.0ms
(/ (- (* x x) (* (* y 4.0) y)) (+ (* x x) (* (* y 4.0) y)))

series531.0ms

Counts
3 → 9
Calls
3 calls:
318.0ms
(+ (* x x) (* (* y 4.0) y))
86.0ms
(- (* x x) (* (* y 4.0) y))
127.0ms
(/ (- (* x x) (* (* y 4.0) y)) (+ (* x x) (* (* y 4.0) y)))

simplify13.3s

Counts
64 → 64
Iterations
IterNodes
done5056
34264
2854
1246
087

prune1.2s

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.8b

localize204.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (* x x) (* (* y 4.0) y))
0.0b
(- (/ (* x x) (+ (* x x) (* (* y 4.0) y))) (/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y))))
20.2b
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
22.8b
(/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y)))

rewrite435.0ms

Algorithm
rewrite-expression-head
Rules
18×add-exp-log add-cbrt-cube
12×add-sqr-sqrt
10×*-un-lft-identity
add-cube-cbrt associate-/r/ add-log-exp
times-frac
associate-/r*
cbrt-undiv flip3-+ div-exp flip-+
pow1 prod-exp cbrt-unprod div-inv
distribute-rgt-out--
frac-2neg clear-num associate-/l* difference-of-squares
+-commutative sub-neg flip3-- diff-log sum-log frac-sub flip-- distribute-lft-out-- sub-div
Counts
4 → 79
Calls
4 calls:
45.0ms
(+ (* x x) (* (* y 4.0) y))
208.0ms
(- (/ (* x x) (+ (* x x) (* (* y 4.0) y))) (/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y))))
34.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
107.0ms
(/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y)))

series712.0ms

Counts
4 → 12
Calls
4 calls:
96.0ms
(+ (* x x) (* (* y 4.0) y))
222.0ms
(- (/ (* x x) (+ (* x x) (* (* y 4.0) y))) (/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y))))
262.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
129.0ms
(/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y)))

simplify6.4s

Counts
91 → 91
Iterations
IterNodes
done5001
21848
1451
0142

prune1.3s

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.7b

localize160.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (/ (* y 4.0) (sqrt (+ (* x x) (* (* y 4.0) y)))) (/ y (sqrt (+ (* x x) (* (* y 4.0) y)))))
20.2b
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
28.4b
(sqrt (+ (* x x) (* (* y 4.0) y)))
28.4b
(sqrt (+ (* x x) (* (* y 4.0) y)))

rewrite242.0ms

Algorithm
rewrite-expression-head
Rules
34×add-sqr-sqrt
30×add-exp-log add-cbrt-cube
29×times-frac
24×add-cube-cbrt *-un-lft-identity associate-*r*
19×sqrt-prod
12×associate-*l*
cbrt-undiv div-exp prod-exp cbrt-unprod
pow1 sqrt-div
associate-/r/
flip3-+ flip-+
add-log-exp
associate-/r* div-inv unswap-sqr
rem-sqrt-square sqrt-pow1 pow1/2
frac-times frac-2neg associate-*r/ pow-prod-down associate-*l/ clear-num *-commutative associate-/l*
Counts
4 → 116
Calls
4 calls:
143.0ms
(* (/ (* y 4.0) (sqrt (+ (* x x) (* (* y 4.0) y)))) (/ y (sqrt (+ (* x x) (* (* y 4.0) y)))))
45.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
21.0ms
(sqrt (+ (* x x) (* (* y 4.0) y)))
25.0ms
(sqrt (+ (* x x) (* (* y 4.0) y)))

series1.2s

Counts
4 → 12
Calls
4 calls:
207.0ms
(* (/ (* y 4.0) (sqrt (+ (* x x) (* (* y 4.0) y)))) (/ y (sqrt (+ (* x x) (* (* y 4.0) y)))))
268.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
516.0ms
(sqrt (+ (* x x) (* (* y 4.0) y)))
149.0ms
(sqrt (+ (* x x) (* (* y 4.0) y)))

simplify5.4s

Counts
128 → 128
Iterations
IterNodes
done5001
22543
1600
0187

prune1.4s

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.7b

localize70.0ms

Local error

Found 4 expressions with local error:

9.5b
(sqrt (/ (* x x) (+ (* x x) (* (* y 4.0) y))))
20.2b
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
20.2b
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
22.8b
(/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y)))

rewrite285.0ms

Algorithm
rewrite-expression-head
Rules
23×add-exp-log add-cbrt-cube
14×add-sqr-sqrt
13×times-frac
12×add-cube-cbrt *-un-lft-identity
associate-/r* sqrt-prod
associate-/r/
cbrt-undiv div-exp
pow1 prod-exp cbrt-unprod
flip3-+ flip-+ div-inv add-log-exp
frac-2neg clear-num associate-/l*
rem-sqrt-square
sqrt-pow1 pow1/2 sqrt-div
Counts
4 → 92
Calls
4 calls:
23.0ms
(sqrt (/ (* x x) (+ (* x x) (* (* y 4.0) y))))
30.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
145.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
78.0ms
(/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y)))

series1.6s

Counts
4 → 12
Calls
4 calls:
1.2s
(sqrt (/ (* x x) (+ (* x x) (* (* y 4.0) y))))
125.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
93.0ms
(/ (* x x) (+ (* x x) (* (* y 4.0) y)))
182.0ms
(/ (* (* y 4.0) y) (+ (* x x) (* (* y 4.0) y)))

simplify7.4s

Counts
104 → 104
Iterations
IterNodes
done5011
21484
1370
0127

prune1.6s

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.7b

regimes464.0ms

Accuracy

53.4% (14.4b remaining)

Error of 14.8b against oracle of 0.4b and baseline of 31.4b

bsearch490.0ms

Steps
ItersRangePoint
3
7.789660942933776e+102
1.051930614453769e+103
1.0275620942826353e+103
9
5.347374519482908e+72
1.0345609728310515e+79
5.419438360639095e+72
9
3.73636363912113e+55
6.757399575956964e+60
4.117086201251835e+60
8
2.5839679515350884e-125
7.533563991116118e-123
4.4279729591410875e-125
10
-8.380652639018829e+71
-6.542924687516393e+55
-1.3024737343616896e+64

simplify14.0ms

Iterations
IterNodes
done34
134
029

end0.0ms

sample1.4s

Algorithm
intervals
Results
1.1s8000×body80valid